Overview
Brought to you by YData
Dataset statistics
| Number of variables | 38 |
|---|---|
| Number of observations | 73450 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 55 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 21.9 MiB |
| Average record size in memory | 312.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 31 |
number_outpatient has constant value "0" | Constant |
number_emergency has constant value "0" | Constant |
examide_category has constant value "0" | Constant |
citoglipton_category has constant value "0" | Constant |
metformin-rosiglitazone_category has constant value "0" | Constant |
| Dataset has 55 (0.1%) duplicate rows | Duplicates |
age_category is highly overall correlated with age_mean | High correlation |
age_mean is highly overall correlated with age_category | High correlation |
change_category is highly overall correlated with diabetes-medication_category and 1 other fields | High correlation |
diabetes-medication_category is highly overall correlated with change_category and 1 other fields | High correlation |
insulin_category is highly overall correlated with change_category and 1 other fields | High correlation |
metformin_category is highly imbalanced (59.4%) | Imbalance |
repaglinide_category is highly imbalanced (94.2%) | Imbalance |
nateglinide_category is highly imbalanced (97.1%) | Imbalance |
chlorpropamide_category is highly imbalanced (99.4%) | Imbalance |
glimepiride_category is highly imbalanced (84.1%) | Imbalance |
acetohexamide_category is highly imbalanced (> 99.9%) | Imbalance |
glipizide_category is highly imbalanced (69.5%) | Imbalance |
glyburide_category is highly imbalanced (71.8%) | Imbalance |
tolbutamide_category is highly imbalanced (99.7%) | Imbalance |
pioglitazone_category is highly imbalanced (80.8%) | Imbalance |
rosiglitazone_category is highly imbalanced (82.5%) | Imbalance |
acarbose_category is highly imbalanced (98.3%) | Imbalance |
miglitol_category is highly imbalanced (99.7%) | Imbalance |
troglitazone_category is highly imbalanced (99.9%) | Imbalance |
tolazamide_category is highly imbalanced (99.6%) | Imbalance |
glyburide-metformin_category is highly imbalanced (97.0%) | Imbalance |
glipizide-metformin_category is highly imbalanced (99.9%) | Imbalance |
glimepiride-pioglitazone_category is highly imbalanced (> 99.9%) | Imbalance |
metformin-pioglitazone_category is highly imbalanced (> 99.9%) | Imbalance |
age_category is highly imbalanced (83.1%) | Imbalance |
num_procedures has 33994 (46.3%) zeros | Zeros |
number_inpatient has 52539 (71.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-09 15:25:45.178925 |
|---|---|
| Analysis finished | 2024-11-09 15:26:14.707784 |
| Duration | 29.53 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
time_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3135875 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9347354 |
|---|---|
| Coefficient of variation (CV) | 0.68034679 |
| Kurtosis | 0.97834875 |
| Mean | 4.3135875 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1644314 |
| Sum | 316833 |
| Variance | 8.6126719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 12967 | |
| 2 | 12704 | |
| 1 | 10560 | |
| 4 | 10071 | |
| 5 | 7195 | |
| 6 | 5428 | |
| 7 | 4108 | 5.6% |
| 8 | 3038 | 4.1% |
| 9 | 2073 | 2.8% |
| 10 | 1584 | 2.2% |
| Other values (4) | 3722 | 5.1% |
| Value | Count | Frequency (%) |
| 1 | 10560 | |
| 2 | 12704 | |
| 3 | 12967 | |
| 4 | 10071 | |
| 5 | 7195 | |
| 6 | 5428 | |
| 7 | 4108 | 5.6% |
| 8 | 3038 | 4.1% |
| 9 | 2073 | 2.8% |
| 10 | 1584 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 684 | 0.9% |
| 13 | 802 | 1.1% |
| 12 | 982 | 1.3% |
| 11 | 1254 | 1.7% |
| 10 | 1584 | 2.2% |
| 9 | 2073 | 2.8% |
| 8 | 3038 | |
| 7 | 4108 | |
| 6 | 5428 | |
| 5 | 7195 |
num_lab_procedures
Real number (ℝ)
| Distinct | 93 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.801906 |
| Minimum | 1 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 32 |
| median | 44 |
| Q3 | 56 |
| 95-th percentile | 72 |
| Maximum | 93 |
| Range | 92 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 19.1731 |
|---|---|
| Coefficient of variation (CV) | 0.44794967 |
| Kurtosis | -0.26454269 |
| Mean | 42.801906 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.29830769 |
| Sum | 3143800 |
| Variance | 367.60775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2271 | 3.1% |
| 43 | 2085 | 2.8% |
| 44 | 1789 | 2.4% |
| 45 | 1724 | 2.3% |
| 46 | 1664 | 2.3% |
| 38 | 1648 | 2.2% |
| 40 | 1648 | 2.2% |
| 47 | 1589 | 2.2% |
| 42 | 1587 | 2.2% |
| 41 | 1584 | 2.2% |
| Other values (83) | 55861 |
| Value | Count | Frequency (%) |
| 1 | 2271 | |
| 2 | 828 | 1.1% |
| 3 | 509 | 0.7% |
| 4 | 284 | 0.4% |
| 5 | 207 | 0.3% |
| 6 | 158 | 0.2% |
| 7 | 189 | 0.3% |
| 8 | 265 | 0.4% |
| 9 | 641 | 0.9% |
| 10 | 636 | 0.9% |
| Value | Count | Frequency (%) |
| 93 | 39 | 0.1% |
| 92 | 29 | < 0.1% |
| 91 | 43 | |
| 90 | 46 | |
| 89 | 44 | |
| 88 | 69 | |
| 87 | 56 | |
| 86 | 81 | |
| 85 | 92 | |
| 84 | 104 |
num_procedures
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3102519 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 33994 |
| Zeros (%) | 46.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6737219 |
|---|---|
| Coefficient of variation (CV) | 1.2774047 |
| Kurtosis | 0.93773686 |
| Mean | 1.3102519 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3295509 |
| Sum | 96238 |
| Variance | 2.8013449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 33994 | |
| 1 | 14927 | |
| 2 | 9237 | 12.6% |
| 3 | 6955 | 9.5% |
| 6 | 3187 | 4.3% |
| 4 | 2900 | 3.9% |
| 5 | 2250 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 33994 | |
| 1 | 14927 | |
| 2 | 9237 | 12.6% |
| 3 | 6955 | 9.5% |
| 4 | 2900 | 3.9% |
| 5 | 2250 | 3.1% |
| 6 | 3187 | 4.3% |
| Value | Count | Frequency (%) |
| 6 | 3187 | 4.3% |
| 5 | 2250 | 3.1% |
| 4 | 2900 | 3.9% |
| 3 | 6955 | 9.5% |
| 2 | 9237 | 12.6% |
| 1 | 14927 | |
| 0 | 33994 |
num_medications
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.999823 |
| Minimum | 1 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 14 |
| Q3 | 19 |
| 95-th percentile | 28 |
| Maximum | 35 |
| Range | 34 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8075553 |
|---|---|
| Coefficient of variation (CV) | 0.45384238 |
| Kurtosis | -0.063805099 |
| Mean | 14.999823 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.55596784 |
| Sum | 1101737 |
| Variance | 46.342809 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 12 | 4551 | 6.2% |
| 13 | 4508 | 6.1% |
| 11 | 4375 | 6.0% |
| 14 | 4195 | 5.7% |
| 15 | 4180 | 5.7% |
| 10 | 4121 | 5.6% |
| 16 | 3950 | 5.4% |
| 9 | 3838 | 5.2% |
| 17 | 3568 | 4.9% |
| 8 | 3440 | 4.7% |
| Other values (25) | 32724 |
| Value | Count | Frequency (%) |
| 1 | 210 | 0.3% |
| 2 | 383 | 0.5% |
| 3 | 750 | 1.0% |
| 4 | 1158 | 1.6% |
| 5 | 1663 | |
| 6 | 2148 | |
| 7 | 2816 | |
| 8 | 3440 | |
| 9 | 3838 | |
| 10 | 4121 |
| Value | Count | Frequency (%) |
| 35 | 285 | 0.4% |
| 34 | 317 | 0.4% |
| 33 | 369 | 0.5% |
| 32 | 431 | 0.6% |
| 31 | 498 | |
| 30 | 582 | |
| 29 | 691 | |
| 28 | 853 | |
| 27 | 1020 | |
| 26 | 1107 |
number_outpatient
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
number_emergency
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
number_inpatient
Real number (ℝ)
Zeros
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48014976 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 52539 |
| Zeros (%) | 71.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.99877771 |
|---|---|
| Coefficient of variation (CV) | 2.0801379 |
| Kurtosis | 19.729898 |
| Mean | 0.48014976 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4683825 |
| Sum | 35267 |
| Variance | 0.99755692 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 52539 | |
| 1 | 13056 | 17.8% |
| 2 | 4466 | 6.1% |
| 3 | 1842 | 2.5% |
| 4 | 815 | 1.1% |
| 5 | 356 | 0.5% |
| 6 | 176 | 0.2% |
| 7 | 96 | 0.1% |
| 8 | 39 | 0.1% |
| 9 | 31 | < 0.1% |
| Other values (7) | 34 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 52539 | |
| 1 | 13056 | 17.8% |
| 2 | 4466 | 6.1% |
| 3 | 1842 | 2.5% |
| 4 | 815 | 1.1% |
| 5 | 356 | 0.5% |
| 6 | 176 | 0.2% |
| 7 | 96 | 0.1% |
| 8 | 39 | 0.1% |
| 9 | 31 | < 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 3 | < 0.1% |
| 12 | 7 | < 0.1% |
| 11 | 7 | < 0.1% |
| 10 | 14 | < 0.1% |
| 9 | 31 | < 0.1% |
| 8 | 39 | |
| 7 | 96 |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2837985 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.974132 |
|---|---|
| Coefficient of variation (CV) | 0.27103056 |
| Kurtosis | -0.33387498 |
| Mean | 7.2837985 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.78259584 |
| Sum | 534995 |
| Variance | 3.897197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 33205 | |
| 5 | 9053 | 12.3% |
| 6 | 7843 | 10.7% |
| 8 | 7798 | 10.6% |
| 7 | 7747 | 10.5% |
| 4 | 4395 | 6.0% |
| 3 | 2321 | 3.2% |
| 2 | 835 | 1.1% |
| 1 | 194 | 0.3% |
| 16 | 24 | < 0.1% |
| Other values (6) | 35 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 194 | 0.3% |
| 2 | 835 | 1.1% |
| 3 | 2321 | 3.2% |
| 4 | 4395 | 6.0% |
| 5 | 9053 | 12.3% |
| 6 | 7843 | 10.7% |
| 7 | 7747 | 10.5% |
| 8 | 7798 | 10.6% |
| 9 | 33205 | |
| 10 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 24 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 8 | < 0.1% |
| 12 | 6 | < 0.1% |
| 11 | 6 | < 0.1% |
| 10 | 8 | < 0.1% |
| 9 | 33205 | |
| 8 | 7798 | 10.6% |
| 7 | 7747 | 10.5% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55585 | |
| 0 | 17865 | 24.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39219 | |
| 1 | 34231 |
metformin_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | |
| 3 | 808 |
| 2 | 406 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 59039 | |
| 1 | 13197 | 18.0% |
| 3 | 808 | 1.1% |
| 2 | 406 | 0.6% |
repaglinide_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 944 |
| 3 | 77 |
| 2 | 33 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72396 | |
| 1 | 944 | 1.3% |
| 3 | 77 | 0.1% |
| 2 | 33 | < 0.1% |
nateglinide_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 438 |
| 3 | 18 |
| 2 | 10 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72984 | |
| 1 | 438 | 0.6% |
| 3 | 18 | < 0.1% |
| 2 | 10 | < 0.1% |
chlorpropamide_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 64 |
| 3 | 5 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73380 | |
| 1 | 64 | 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 1 | < 0.1% |
glimepiride_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 3346 |
| 3 | 241 |
| 2 | 137 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 69726 | |
| 1 | 3346 | 4.6% |
| 3 | 241 | 0.3% |
| 2 | 137 | 0.2% |
acetohexamide_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
glipizide_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | |
| 3 | 556 |
| 2 | 377 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 64421 | |
| 1 | 8096 | 11.0% |
| 3 | 556 | 0.8% |
| 2 | 377 | 0.5% |
glyburide_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | |
| 3 | 608 |
| 2 | 402 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 65584 | |
| 1 | 6856 | 9.3% |
| 3 | 608 | 0.8% |
| 2 | 402 | 0.5% |
tolbutamide_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 19 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73431 | |
| 1 | 19 | < 0.1% |
pioglitazone_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 4798 |
| 3 | 168 |
| 2 | 81 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68403 | |
| 1 | 4798 | 6.5% |
| 3 | 168 | 0.2% |
| 2 | 81 | 0.1% |
rosiglitazone_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 4318 |
| 3 | 128 |
| 2 | 61 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 68943 | |
| 1 | 4318 | 5.9% |
| 3 | 128 | 0.2% |
| 2 | 61 | 0.1% |
acarbose_category
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 183 |
| 3 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73259 | |
| 1 | 183 | 0.2% |
| 3 | 8 | < 0.1% |
miglitol_category
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 21 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73428 | |
| 1 | 21 | < 0.1% |
| 2 | 1 | < 0.1% |
troglitazone_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73447 | |
| 1 | 3 | < 0.1% |
tolazamide_category
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 34 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73415 | |
| 1 | 34 | < 0.1% |
| 3 | 1 | < 0.1% |
examide_category
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
citoglipton_category
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
insulin_category
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35623 | |
| 1 | 22821 | |
| 2 | 8214 | 11.2% |
| 3 | 6792 | 9.2% |
glyburide-metformin_category
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 496 |
| 3 | 3 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72949 | |
| 1 | 496 | 0.7% |
| 3 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
glipizide-metformin_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73444 | |
| 1 | 6 | < 0.1% |
glimepiride-pioglitazone_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
metformin-rosiglitazone_category
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73450 |
metformin-pioglitazone_category
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 73449 | |
| 1 | 1 | < 0.1% |
age_mean
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.049013 |
| Minimum | 5 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 55 |
| median | 65 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 95 |
| Range | 90 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 16.043988 |
|---|---|
| Coefficient of variation (CV) | 0.24291033 |
| Kurtosis | 0.39351506 |
| Mean | 66.049013 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.66044636 |
| Sum | 4851300 |
| Variance | 257.40954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 75 | 18935 | |
| 65 | 16122 | |
| 85 | 12423 | |
| 55 | 12378 | |
| 45 | 6943 | 9.5% |
| 35 | 2668 | 3.6% |
| 95 | 2145 | 2.9% |
| 25 | 1093 | 1.5% |
| 15 | 587 | 0.8% |
| 5 | 156 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 156 | 0.2% |
| 15 | 587 | 0.8% |
| 25 | 1093 | 1.5% |
| 35 | 2668 | 3.6% |
| 45 | 6943 | 9.5% |
| 55 | 12378 | |
| 65 | 16122 | |
| 75 | 18935 | |
| 85 | 12423 | |
| 95 | 2145 | 2.9% |
| Value | Count | Frequency (%) |
| 95 | 2145 | 2.9% |
| 85 | 12423 | |
| 75 | 18935 | |
| 65 | 16122 | |
| 55 | 12378 | |
| 45 | 6943 | 9.5% |
| 35 | 2668 | 3.6% |
| 25 | 1093 | 1.5% |
| 15 | 587 | 0.8% |
| 5 | 156 | 0.2% |
age_category
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1 | |
|---|---|
| 0 | 1836 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71614 | |
| 0 | 1836 | 2.5% |
change_category
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41333 | |
| 1 | 32117 |
diabetes-medication_category
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 55438 | |
| 0 | 18012 | 24.5% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42172 | |
| 1 | 31278 |
Interactions
Correlations
| acarbose_category | acetohexamide_category | age_category | age_mean | change_category | chlorpropamide_category | diabetes | diabetes-medication_category | gender_category | glimepiride-pioglitazone_category | glimepiride_category | glipizide-metformin_category | glipizide_category | glyburide-metformin_category | glyburide_category | insulin_category | metformin-pioglitazone_category | metformin_category | miglitol_category | nateglinide_category | num_lab_procedures | num_medications | num_procedures | number_diagnoses | number_inpatient | pioglitazone_category | race_category | repaglinide_category | rosiglitazone_category | time_in_hospital | tolazamide_category | tolbutamide_category | troglitazone_category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| acarbose_category | 1.000 | 0.000 | 0.004 | 0.004 | 0.046 | 0.000 | 0.011 | 0.029 | 0.009 | 0.000 | 0.010 | 0.000 | 0.026 | 0.009 | 0.012 | 0.002 | 0.000 | 0.017 | 0.009 | 0.000 | 0.000 | 0.012 | 0.001 | 0.000 | 0.000 | 0.009 | 0.013 | 0.016 | 0.006 | 0.005 | 0.000 | 0.000 | 0.000 |
| acetohexamide_category | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.024 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 |
| age_category | 0.004 | 0.000 | 1.000 | 1.000 | 0.004 | 0.000 | 0.028 | 0.024 | 0.022 | 0.000 | 0.028 | 0.000 | 0.047 | 0.012 | 0.046 | 0.085 | 0.000 | 0.040 | 0.000 | 0.010 | 0.024 | 0.168 | 0.080 | 0.300 | 0.033 | 0.035 | 0.049 | 0.015 | 0.030 | 0.065 | 0.000 | 0.000 | 0.000 |
| age_mean | 0.004 | 0.000 | 1.000 | 1.000 | 0.055 | 0.005 | 0.064 | 0.051 | 0.122 | 0.000 | 0.023 | 0.000 | 0.035 | 0.009 | 0.047 | 0.068 | 0.000 | 0.064 | 0.000 | 0.005 | 0.025 | 0.042 | -0.052 | 0.213 | 0.045 | 0.031 | 0.189 | 0.027 | 0.025 | 0.131 | 0.000 | 0.016 | 0.000 |
| change_category | 0.046 | 0.000 | 0.004 | 0.055 | 1.000 | 0.013 | 0.047 | 0.502 | 0.011 | 0.000 | 0.152 | 0.004 | 0.218 | 0.044 | 0.205 | 0.628 | 0.000 | 0.349 | 0.011 | 0.055 | 0.072 | 0.243 | 0.026 | 0.055 | 0.008 | 0.207 | 0.004 | 0.087 | 0.205 | 0.101 | 0.000 | 0.000 | 0.004 |
| chlorpropamide_category | 0.000 | 0.000 | 0.000 | 0.005 | 0.013 | 1.000 | 0.003 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.008 | 0.000 | 0.002 | 0.005 | 0.000 | 0.000 | 0.000 |
| diabetes | 0.011 | 0.000 | 0.028 | 0.064 | 0.047 | 0.003 | 1.000 | 0.068 | 0.013 | 0.000 | 0.009 | 0.000 | 0.026 | 0.009 | 0.004 | 0.065 | 0.000 | 0.023 | 0.002 | 0.000 | 0.040 | 0.082 | 0.037 | 0.106 | 0.164 | 0.014 | 0.018 | 0.022 | 0.014 | 0.072 | 0.003 | 0.000 | 0.000 |
| diabetes-medication_category | 0.029 | 0.000 | 0.024 | 0.051 | 0.502 | 0.016 | 0.068 | 1.000 | 0.014 | 0.000 | 0.132 | 0.000 | 0.213 | 0.047 | 0.197 | 0.587 | 0.000 | 0.282 | 0.008 | 0.045 | 0.050 | 0.209 | 0.033 | 0.036 | 0.024 | 0.155 | 0.000 | 0.068 | 0.146 | 0.061 | 0.011 | 0.007 | 0.000 |
| gender_category | 0.009 | 0.000 | 0.022 | 0.122 | 0.011 | 0.000 | 0.013 | 0.014 | 1.000 | 0.000 | 0.004 | 0.004 | 0.024 | 0.005 | 0.029 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.032 | 0.046 | 0.064 | 0.009 | 0.008 | 0.009 | 0.060 | 0.000 | 0.016 | 0.047 | 0.007 | 0.000 | 0.003 |
| glimepiride-pioglitazone_category | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| glimepiride_category | 0.010 | 0.000 | 0.028 | 0.023 | 0.152 | 0.000 | 0.009 | 0.132 | 0.004 | 0.000 | 1.000 | 0.000 | 0.042 | 0.003 | 0.041 | 0.012 | 0.000 | 0.029 | 0.019 | 0.012 | 0.022 | 0.031 | 0.003 | 0.010 | 0.000 | 0.027 | 0.019 | 0.004 | 0.024 | 0.023 | 0.000 | 0.000 | 0.006 |
| glipizide-metformin_category | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.006 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 |
| glipizide_category | 0.026 | 0.000 | 0.047 | 0.035 | 0.218 | 0.000 | 0.026 | 0.213 | 0.024 | 0.000 | 0.042 | 0.000 | 1.000 | 0.015 | 0.063 | 0.030 | 0.000 | 0.051 | 0.000 | 0.005 | 0.023 | 0.040 | 0.006 | 0.014 | 0.002 | 0.025 | 0.016 | 0.007 | 0.029 | 0.035 | 0.000 | 0.000 | 0.000 |
| glyburide-metformin_category | 0.009 | 0.000 | 0.012 | 0.009 | 0.044 | 0.000 | 0.009 | 0.047 | 0.005 | 0.000 | 0.003 | 0.000 | 0.015 | 1.000 | 0.004 | 0.003 | 0.000 | 0.013 | 0.000 | 0.005 | 0.008 | 0.006 | 0.000 | 0.014 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| glyburide_category | 0.012 | 0.000 | 0.046 | 0.047 | 0.205 | 0.000 | 0.004 | 0.197 | 0.029 | 0.000 | 0.041 | 0.000 | 0.063 | 0.004 | 1.000 | 0.051 | 0.000 | 0.097 | 0.003 | 0.012 | 0.022 | 0.034 | 0.007 | 0.026 | 0.011 | 0.015 | 0.022 | 0.014 | 0.026 | 0.035 | 0.000 | 0.000 | 0.000 |
| insulin_category | 0.002 | 0.000 | 0.085 | 0.068 | 0.628 | 0.012 | 0.065 | 0.587 | 0.000 | 0.000 | 0.012 | 0.000 | 0.030 | 0.003 | 0.051 | 1.000 | 0.000 | 0.026 | 0.008 | 0.005 | 0.079 | 0.136 | 0.017 | 0.081 | 0.038 | 0.012 | 0.040 | 0.023 | 0.012 | 0.071 | 0.010 | 0.000 | 0.000 |
| metformin-pioglitazone_category | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.049 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.004 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| metformin_category | 0.017 | 0.000 | 0.040 | 0.064 | 0.349 | 0.001 | 0.023 | 0.282 | 0.000 | 0.000 | 0.029 | 0.000 | 0.051 | 0.013 | 0.097 | 0.026 | 0.049 | 1.000 | 0.000 | 0.016 | 0.042 | 0.044 | 0.033 | 0.048 | 0.033 | 0.033 | 0.007 | 0.005 | 0.059 | 0.027 | 0.010 | 0.005 | 0.000 |
| miglitol_category | 0.009 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.002 | 0.008 | 0.004 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.003 | 0.008 | 0.000 | 0.000 | 1.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 |
| nateglinide_category | 0.000 | 0.000 | 0.010 | 0.005 | 0.055 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.012 | 0.000 | 0.005 | 0.005 | 0.012 | 0.005 | 0.000 | 0.016 | 0.001 | 1.000 | 0.008 | 0.017 | 0.002 | 0.049 | 0.000 | 0.025 | 0.014 | 0.000 | 0.010 | 0.005 | 0.000 | 0.000 | 0.000 |
| num_lab_procedures | 0.000 | 0.007 | 0.024 | 0.025 | 0.072 | 0.000 | 0.040 | 0.050 | 0.032 | 0.000 | 0.022 | 0.010 | 0.023 | 0.008 | 0.022 | 0.079 | 0.006 | 0.042 | 0.000 | 0.008 | 1.000 | 0.223 | -0.017 | 0.146 | 0.042 | 0.020 | 0.065 | 0.019 | 0.011 | 0.322 | 0.000 | 0.005 | 0.000 |
| num_medications | 0.012 | 0.024 | 0.168 | 0.042 | 0.243 | 0.000 | 0.082 | 0.209 | 0.046 | 0.004 | 0.031 | 0.006 | 0.040 | 0.006 | 0.034 | 0.136 | 0.000 | 0.044 | 0.000 | 0.017 | 0.223 | 1.000 | 0.324 | 0.295 | 0.084 | 0.047 | 0.067 | 0.022 | 0.036 | 0.432 | 0.000 | 0.003 | 0.002 |
| num_procedures | 0.001 | 0.016 | 0.080 | -0.052 | 0.026 | 0.000 | 0.037 | 0.033 | 0.064 | 0.000 | 0.003 | 0.000 | 0.006 | 0.000 | 0.007 | 0.017 | 0.000 | 0.033 | 0.000 | 0.002 | -0.017 | 0.324 | 1.000 | 0.065 | -0.057 | 0.009 | 0.047 | 0.000 | 0.008 | 0.146 | 0.010 | 0.000 | 0.000 |
| number_diagnoses | 0.000 | 0.000 | 0.300 | 0.213 | 0.055 | 0.005 | 0.106 | 0.036 | 0.009 | 0.004 | 0.010 | 0.000 | 0.014 | 0.014 | 0.026 | 0.081 | 0.004 | 0.048 | 0.000 | 0.049 | 0.146 | 0.295 | 0.065 | 1.000 | 0.112 | 0.012 | 0.099 | 0.020 | 0.007 | 0.232 | 0.008 | 0.000 | 0.000 |
| number_inpatient | 0.000 | 0.000 | 0.033 | 0.045 | 0.008 | 0.000 | 0.164 | 0.024 | 0.008 | 0.005 | 0.000 | 0.000 | 0.002 | 0.000 | 0.011 | 0.038 | 0.000 | 0.033 | 0.000 | 0.000 | 0.042 | 0.084 | -0.057 | 0.112 | 1.000 | 0.014 | 0.007 | 0.000 | 0.008 | 0.099 | 0.000 | 0.000 | 0.000 |
| pioglitazone_category | 0.009 | 0.000 | 0.035 | 0.031 | 0.207 | 0.000 | 0.014 | 0.155 | 0.009 | 0.000 | 0.027 | 0.007 | 0.025 | 0.019 | 0.015 | 0.012 | 0.012 | 0.033 | 0.000 | 0.025 | 0.020 | 0.047 | 0.009 | 0.012 | 0.014 | 1.000 | 0.027 | 0.018 | 0.037 | 0.023 | 0.000 | 0.000 | 0.000 |
| race_category | 0.013 | 0.000 | 0.049 | 0.189 | 0.004 | 0.008 | 0.018 | 0.000 | 0.060 | 0.000 | 0.019 | 0.000 | 0.016 | 0.000 | 0.022 | 0.040 | 0.000 | 0.007 | 0.000 | 0.014 | 0.065 | 0.067 | 0.047 | 0.099 | 0.007 | 0.027 | 1.000 | 0.017 | 0.015 | 0.011 | 0.001 | 0.005 | 0.000 |
| repaglinide_category | 0.016 | 0.000 | 0.015 | 0.027 | 0.087 | 0.000 | 0.022 | 0.068 | 0.000 | 0.000 | 0.004 | 0.000 | 0.007 | 0.000 | 0.014 | 0.023 | 0.000 | 0.005 | 0.006 | 0.000 | 0.019 | 0.022 | 0.000 | 0.020 | 0.000 | 0.018 | 0.017 | 1.000 | 0.008 | 0.027 | 0.000 | 0.000 | 0.000 |
| rosiglitazone_category | 0.006 | 0.000 | 0.030 | 0.025 | 0.205 | 0.002 | 0.014 | 0.146 | 0.016 | 0.000 | 0.024 | 0.000 | 0.029 | 0.000 | 0.026 | 0.012 | 0.000 | 0.059 | 0.008 | 0.010 | 0.011 | 0.036 | 0.008 | 0.007 | 0.008 | 0.037 | 0.015 | 0.008 | 1.000 | 0.018 | 0.000 | 0.000 | 0.004 |
| time_in_hospital | 0.005 | 0.023 | 0.065 | 0.131 | 0.101 | 0.005 | 0.072 | 0.061 | 0.047 | 0.000 | 0.023 | 0.009 | 0.035 | 0.000 | 0.035 | 0.071 | 0.000 | 0.027 | 0.000 | 0.005 | 0.322 | 0.432 | 0.146 | 0.232 | 0.099 | 0.023 | 0.011 | 0.027 | 0.018 | 1.000 | 0.000 | 0.000 | 0.015 |
| tolazamide_category | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.011 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.008 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| tolbutamide_category | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.005 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| troglitazone_category | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.015 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | race_category | gender_category | metformin_category | repaglinide_category | nateglinide_category | chlorpropamide_category | glimepiride_category | acetohexamide_category | glipizide_category | glyburide_category | tolbutamide_category | pioglitazone_category | rosiglitazone_category | acarbose_category | miglitol_category | troglitazone_category | tolazamide_category | examide_category | citoglipton_category | insulin_category | glyburide-metformin_category | glipizide-metformin_category | glimepiride-pioglitazone_category | metformin-rosiglitazone_category | metformin-pioglitazone_category | age_mean | age_category | change_category | diabetes-medication_category | diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 76802 | 2 | 49 | 0 | 19 | 0 | 0 | 1 | 9 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 55 | 1 | 1 | 1 | 0 |
| 14058 | 2 | 19 | 0 | 15 | 0 | 0 | 2 | 8 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 0 | 0 | 1 |
| 57652 | 1 | 52 | 1 | 12 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 0 |
| 79536 | 7 | 47 | 1 | 14 | 0 | 0 | 1 | 6 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 1 |
| 77849 | 7 | 41 | 2 | 32 | 0 | 0 | 0 | 9 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 1 | 1 | 0 |
| 78147 | 3 | 54 | 1 | 19 | 0 | 0 | 1 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 75 | 1 | 1 | 1 | 1 |
| 24767 | 1 | 59 | 3 | 8 | 0 | 0 | 1 | 7 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 45 | 1 | 0 | 0 | 1 |
| 98973 | 6 | 83 | 2 | 26 | 0 | 0 | 3 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 1 |
| 48486 | 4 | 60 | 0 | 8 | 0 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 1 | 0 | 1 | 0 |
| 48820 | 4 | 58 | 0 | 12 | 0 | 0 | 2 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 45 | 1 | 1 | 1 | 1 |
| time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | race_category | gender_category | metformin_category | repaglinide_category | nateglinide_category | chlorpropamide_category | glimepiride_category | acetohexamide_category | glipizide_category | glyburide_category | tolbutamide_category | pioglitazone_category | rosiglitazone_category | acarbose_category | miglitol_category | troglitazone_category | tolazamide_category | examide_category | citoglipton_category | insulin_category | glyburide-metformin_category | glipizide-metformin_category | glimepiride-pioglitazone_category | metformin-rosiglitazone_category | metformin-pioglitazone_category | age_mean | age_category | change_category | diabetes-medication_category | diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 69664 | 2 | 55 | 0 | 10 | 0 | 0 | 0 | 9 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 0 | 1 | 0 |
| 49991 | 2 | 43 | 1 | 17 | 0 | 0 | 0 | 5 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 1 | 1 | 1 |
| 63510 | 3 | 46 | 0 | 19 | 0 | 0 | 1 | 9 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 1 |
| 73404 | 1 | 38 | 0 | 7 | 0 | 0 | 0 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 0 |
| 53539 | 5 | 38 | 1 | 16 | 0 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 1 | 1 | 0 |
| 24843 | 3 | 27 | 2 | 18 | 0 | 0 | 6 | 7 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 1 |
| 59392 | 8 | 76 | 5 | 34 | 0 | 0 | 0 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 55 | 1 | 0 | 1 | 0 |
| 54455 | 2 | 35 | 2 | 15 | 0 | 0 | 1 | 7 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 0 |
| 55901 | 1 | 1 | 1 | 17 | 0 | 0 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 0 |
| 93758 | 6 | 40 | 0 | 13 | 0 | 0 | 1 | 7 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 1 | 1 | 0 |
Duplicate rows
Most frequently occurring
| time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | race_category | gender_category | metformin_category | repaglinide_category | nateglinide_category | chlorpropamide_category | glimepiride_category | acetohexamide_category | glipizide_category | glyburide_category | tolbutamide_category | pioglitazone_category | rosiglitazone_category | acarbose_category | miglitol_category | troglitazone_category | tolazamide_category | examide_category | citoglipton_category | insulin_category | glyburide-metformin_category | glipizide-metformin_category | glimepiride-pioglitazone_category | metformin-rosiglitazone_category | metformin-pioglitazone_category | age_mean | age_category | change_category | diabetes-medication_category | diabetes | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 0 | 5 | 0 | 0 | 0 | 6 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 0 | 2 |
| 1 | 1 | 1 | 3 | 14 | 0 | 0 | 0 | 6 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 1 | 0 | 0 | 0 | 2 |
| 2 | 1 | 2 | 0 | 5 | 0 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 45 | 1 | 0 | 0 | 0 | 2 |
| 3 | 1 | 22 | 0 | 8 | 0 | 0 | 0 | 7 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 0 | 0 | 0 | 2 |
| 4 | 1 | 23 | 0 | 8 | 0 | 0 | 0 | 8 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 85 | 1 | 0 | 0 | 0 | 2 |
| 5 | 1 | 29 | 3 | 14 | 0 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 1 | 1 | 2 |
| 6 | 1 | 30 | 0 | 5 | 0 | 0 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 0 | 2 |
| 7 | 1 | 30 | 0 | 7 | 0 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 1 | 0 | 0 | 1 | 2 |
| 8 | 1 | 31 | 6 | 5 | 0 | 0 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 1 | 0 | 0 | 1 | 2 |
| 9 | 1 | 32 | 0 | 9 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 1 | 0 | 0 | 0 | 2 |